SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 451–460 of 1237 papers

TitleStatusHype
Imputation for High-Dimensional Linear Regression—0
Diffusion-based Time Series Data Imputation for Microsoft 365—0
GAMIN: Generative Adversarial Multiple Imputation Network for Highly Missing Data—0
GANravel: User-Driven Direction Disentanglement in Generative Adversarial Networks—0
GATGPT: A Pre-trained Large Language Model with Graph Attention Network for Spatiotemporal Imputation—0
Controllable Missingness from Uncontrollable Missingness: Joint Learning Measurement Policy and Imputation—0
Blood lactate concentration prediction in critical care patients: handling missing values—0
Gaussian process imputation of multiple financial series—0
GEDI: A Graph-based End-to-end Data Imputation Framework—0
DiffPhase: Generative Diffusion-based STFT Phase Retrieval—0
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All datasetsHMNISTPhysioNet Challenge 2012Sprites

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)AUROC0.96—Unverified
#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)AUROC0.74—Unverified
#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)MSE0—Unverified